Not yet, although you can "archive" a song by clicking the edit button, then on the edit page, tick the Archive checkbox and then save. This will hide the song from everyone. But I will be adding the ability to delete a song.

Gotcha, thanks. I know that in the past I inadvertently posted the wrong version of a song by mistake and needed to delete.

You can now delete a song.